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ResearchFormerly WizWand

Unconditional Image Generation on AFHQ 64x64 v2 (test)

1.23FIDGDD
-1.156414.951831.0647.1682May 31, 2024Sep 16, 2024Jan 2, 2025Apr 21, 2025Aug 7, 2025Nov 23, 2025Mar 12, 2026
Updated 7mo ago

Evaluation results

MethodLinks
GDDNFE=12024.051.23
GDD-INFE=12024.051.31
SiDNFE=1, alpha=12024.051.62
SiDNFE=1, alpha=1.22024.051.71
EDMNFE=792024.051.96
CDL-VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.072
VPNFE=79, Sampling Protocol=Deterministic EDM, Schedule=VP2024.072.04
CDL-VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.072.11
DyWeightNFE=9, Category=Learnable2026.032.13
VENFE=79, Sampling Protocol=Deterministic EDM, Schedule=VE2024.072.17
S4S-AltNFE=9, Category=Learnable2026.032.18
LD3NFE=9, Category=Learnable2026.032.27
DyWeightNFE=7, Category=Learnable2026.032.42
iPNDMNFE=9, Category=Handcrafted2026.032.48
S4S-AltNFE=7, Category=Learnable2026.032.56
CDL-VPModel type=DDPM++ cont., Regularization=CDL2024.072.91
CDL-VEModel type=NCSN++ cont., Regularization=CDL2024.072.93
VPModel type=DDPM++ cont.2024.072.95
LD3NFE=7, Category=Learnable2026.032.97
VEModel type=NCSN++ cont.2024.072.98
iPNDMNFE=7, Category=Handcrafted2026.033.19
DyWeightNFE=5, Category=Learnable2026.033.2
DPM-Solver++(3M)NFE=9, Category=Handcrafted2026.033.44
S4S-AltNFE=5, Category=Learnable2026.033.89
UniPCNFE=9, Category=Handcrafted2026.034.46
DPM-Solver++(3M)NFE=7, Category=Handcrafted2026.034.47
UniPCNFE=7, Category=Handcrafted2026.035.07
iPNDMNFE=5, Category=Handcrafted2026.035.58
LD3NFE=5, Category=Learnable2026.036.09
DyWeightNFE=3, Category=Learnable2026.039.16
DPM-Solver++(3M)NFE=5, Category=Handcrafted2026.0310.63
UniPCNFE=5, Category=Handcrafted2026.0313.01
S4S-AltNFE=3, Category=Learnable2026.0314.71
iPNDMNFE=3, Category=Handcrafted2026.0315.53
LD3NFE=3, Category=Learnable2026.0317.94
DPM-Solver++(3M)NFE=3, Category=Handcrafted2026.0335.05
UniPCNFE=3, Category=Handcrafted2026.0360.89